• 2875 Citations
  • 26 h-Index
1989 …2019
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Research Output 1989 2019

2019
1 Citation (Scopus)

Deep network for simultaneous stereo matching and dehazing

Song, T., Kim, Y., Oh, C. & Sohn, K., 2019 Jan 1.

Research output: Contribution to conferencePaper

Scattering
Image acquisition
Ablation
Visibility
1 Citation (Scopus)

FCSS: Fully Convolutional Self-Similarity for Dense Semantic Correspondence

Kim, S., Min, D., Ham, B., Lin, S. & Sohn, K., 2019 Mar 1, In : IEEE transactions on pattern analysis and machine intelligence. 41, 3, p. 581-595 15 p., 8283767.

Research output: Contribution to journalArticle

Self-similarity
Correspondence
Semantics
Sampling
Descriptors

Learning to Find Unpaired Cross-Spectral Correspondences

Jeong, S., Kim, S., Park, K. & Sohn, K., 2019 Nov, In : IEEE Transactions on Image Processing. 28, 11, p. 5394-5406 13 p., 8721725.

Research output: Contribution to journalArticle

Feature extraction
Infrared radiation
1 Citation (Scopus)

OCEAN: Object-centric arranging network for self-supervised visual representations learning

Oh, C., Ham, B., Kim, H., Hilton, A. & Sohn, K., 2019 Jul 1, In : Expert Systems with Applications. 125, p. 281-292 12 p.

Research output: Contribution to journalArticle

Semantics
Supervised learning
Image retrieval
Computer vision
Learning systems

Structure-Texture Image Decomposition Using Deep Variational Priors

Kim, Y., Ham, B., Do, M. N. & Sohn, K., 2019 Jun 1, In : IEEE Transactions on Image Processing. 28, 6, p. 2692-2704 13 p., 8586974.

Research output: Contribution to journalArticle

Textures
Decomposition
Convolution
Neural networks
Photography

The impact of viewing conditions on observer variability for cross-media colour reproduction

Cho, Y. J., Cui, G., Luo, R. & Sohn, K., 2019 Jun, In : Coloration Technology. 135, 3, p. 234-243 10 p.

Research output: Contribution to journalArticle

Color
Display devices
Liquid crystal displays
2 Citations (Scopus)

Unified confidence estimation networks for robust stereo matching

Kim, S., Min, D., Kim, S. & Sohn, K., 2019 Mar 1, In : IEEE Transactions on Image Processing. 28, 3, p. 1299-1313 15 p., 8510870.

Research output: Contribution to journalArticle

Costs
Processing
Image reconstruction
Modulation
Neural networks
2018

Audio-visual attention networks for emotion recognition

Lee, J., Kim, S., Kim, S. & Sohn, K., 2018 Oct 26, AVSU 2018 - Proceedings of the 2018 Workshop on Audio-Visual Scene Understanding for Immersive Multimedia, Co-located with MM 2018. Association for Computing Machinery, Inc, p. 27-32 6 p. (AVSU 2018 - Proceedings of the 2018 Workshop on Audio-Visual Scene Understanding for Immersive Multimedia, Co-located with MM 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electric fuses
Pixels
Neural networks
Deep neural networks

Automatic 2D-to-3D conversion using multi-scale deep neural network

Lee, J., Jung, H., Kim, Y. & Sohn, K., 2018 Feb 20, 2017 IEEE International Conference on Image Processing, ICIP 2017 - Proceedings. IEEE Computer Society, p. 730-734 5 p. (Proceedings - International Conference on Image Processing, ICIP; vol. 2017-September).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural networks
Image reconstruction
Deep neural networks

AVSU: Workshop on audio-visual scene understanding for immersive multimedia

Hilton, A., Kim, H., Kang, H-G. & Sohn, K., 2018 Oct 15, MM 2018 - Proceedings of the 2018 ACM Multimedia Conference. Association for Computing Machinery, Inc, p. 2122-2124 3 p. (MM 2018 - Proceedings of the 2018 ACM Multimedia Conference).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Computer vision
Signal processing
Processing
1 Citation (Scopus)

Convolutional cost aggregation for robust stereo matching

Jeong, S., Kim, S., Ham, B. & Sohn, K., 2018 Feb 20, 2017 IEEE International Conference on Image Processing, ICIP 2017 - Proceedings. IEEE Computer Society, p. 2523-2527 5 p. (Proceedings - International Conference on Image Processing, ICIP; vol. 2017-September).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Agglomeration
Costs
Neural networks
Network architecture
Convolution

Convolutional feature pyramid fusion via attention network

Jeon, S., Kim, S. & Sohn, K., 2018 Feb 20, 2017 IEEE International Conference on Image Processing, ICIP 2017 - Proceedings. IEEE Computer Society, Vol. 2017-September. p. 1007-1011 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Fusion reactions
Optical flows
Chemical activation
Semantics
Costs

Coview'18: The 1st workshop and challenge on comprehensive video understanding in the wild

Sohn, K., Lim, J., Yang, M. H., Hsu, J., Byun, H., Lin, S., Kim, E. & Kim, S., 2018 Oct 15, MM 2018 - Proceedings of the 2018 ACM Multimedia Conference. Association for Computing Machinery, Inc, p. 2113-2115 3 p. (MM 2018 - Proceedings of the 2018 ACM Multimedia Conference).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Citations (Scopus)

Deep Monocular Depth Estimation via Integration of Global and Local Predictions

Kim, Y., Jung, H., Min, D. & Sohn, K., 2018 Aug 1, In : IEEE Transactions on Image Processing. 27, 8, p. 4131-4144 14 p.

Research output: Contribution to journalArticle

Neural networks
Parameterization
Network architecture
Learning systems
Experiments
1 Citation (Scopus)

Deep stereo confidence prediction for depth estimation

Kim, S., Min, D., Ham, B., Kim, S. & Sohn, K., 2018 Feb 20, 2017 IEEE International Conference on Image Processing, ICIP 2017 - Proceedings. IEEE Computer Society, p. 992-996 5 p. (Proceedings - International Conference on Image Processing, ICIP; vol. 2017-September).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Costs
Neural networks
3 Citations (Scopus)

Depth prediction from a single image with conditional adversarial networks

Jung, H., Kim, Y., Min, D., Oh, C. & Sohn, K., 2018 Feb 20, 2017 IEEE International Conference on Image Processing, ICIP 2017 - Proceedings. IEEE Computer Society, p. 1717-1721 5 p. (Proceedings - International Conference on Image Processing, ICIP; vol. 2017-September).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Discriminators
Learning systems
Deep learning
1 Citation (Scopus)

Discrete-Continuous Transformation Matching for Dense Semantic Correspondence

Kim, S., Min, D., Lin, S. & Sohn, K., 2018 Jan 1, (Accepted/In press) In : IEEE transactions on pattern analysis and machine intelligence.

Research output: Contribution to journalArticle

Affine transformation
Correspondence
Semantics
Labels
Filtering
5 Citations (Scopus)

High-precision depth estimation with the 3D LiDAR and stereo fusion

Park, K., Kim, S. & Sohn, K., 2018 Sep 10, 2018 IEEE International Conference on Robotics and Automation, ICRA 2018. Institute of Electrical and Electronics Engineers Inc., p. 2156-2163 8 p. 8461048. (Proceedings - IEEE International Conference on Robotics and Automation).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Fusion reactions
Network architecture
Convolution
Mobile devices
Neural networks
1 Citation (Scopus)

Learning descriptor, confidence, and depth estimation in multi-view stereo

Choi, S., Kim, S., Park, K. & Sohn, K., 2018 Dec 13, Proceedings - 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2018. IEEE Computer Society, p. 389-395 7 p. 8575527. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops; vol. 2018-June).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Learning systems
Costs
Neural networks
Experiments

Learning to detect, associate, and recognize human actions and surrounding scenes in untrimmed videos

Park, J., Lee, J., Jeon, S., Kim, S., Kim, S. & Sohn, K., 2018 Oct 15, CoVieW 2018 - Proceedings of the 1st Workshop and Challenge on Comprehensive Video Understanding in the Wild, co-located with MM 2018. Association for Computing Machinery, Inc, p. 21-26 6 p. (CoVieW 2018 - Proceedings of the 1st Workshop and Challenge on Comprehensive Video Understanding in the Wild, co-located with MM 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Fusion reactions
Learning
Experiments
Recognition (Psychology)
Datasets
1 Citation (Scopus)

Multispectral human co-segmentation via joint convolutional neural networks

Choi, S., Kim, S., Park, K. & Sohn, K., 2018 Feb 20, 2017 IEEE International Conference on Image Processing, ICIP 2017 - Proceedings. IEEE Computer Society, p. 3115-3119 5 p. (Proceedings - International Conference on Image Processing, ICIP; vol. 2017-September).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Color
Neural networks
Labels
Fusion reactions
Chemical activation

Multi-Task Self-Supervised Visual Representation Learning for Monocular Road Segmentation

Cho, L., Kim, Y., Jung, H., Oh, C., Youn, J. & Sohn, K., 2018 Oct 8, 2018 IEEE International Conference on Multimedia and Expo, ICME 2018. IEEE Computer Society, 8486472. (Proceedings - IEEE International Conference on Multimedia and Expo; vol. 2018-July).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Advanced driver assistance systems
Neural networks
Supervised learning
Semantics
Experiments

PARN: Pyramidal affine regression networks for dense semantic correspondence

Jeon, S., Kim, S., Min, D. & Sohn, K., 2018 Jan 1, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Hebert, M., Weiss, Y., Ferrari, V. & Sminchisescu, C. (eds.). Springer Verlag, p. 355-371 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11210 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Affine transformation
Correspondence
Regression
Semantics
Estimate

Pedestrian proposal generation using depth-aware scale estimation

Park, K., Kim, S. & Sohn, K., 2018 Feb 20, 2017 IEEE International Conference on Image Processing, ICIP 2017 - Proceedings. IEEE Computer Society, p. 2045-2049 5 p. (Proceedings - International Conference on Image Processing, ICIP; vol. 2017-September).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Color
5 Citations (Scopus)

Recurrent transformer networks for semantic correspondence

Kim, S., Lin, S., Jeon, S., Min, D. & Sohn, K., 2018 Jan 1, In : Advances in Neural Information Processing Systems. 2018-December, p. 6126-6136 11 p.

Research output: Contribution to journalConference article

Chemical activation
Semantics

Reversible colour appearance scales for describing saturation, vividness, blackness, and whiteness for image enhancement

Cho, Y. J., Cui, G. & Sohn, K., 2018 Jan 1, CIC 2018 - 26th Color and Imaging Conference: Color Science and Engineering Systems, Technologies, and Applications, Technical Papers and Proceedings. Society for Imaging Science and Technology, p. 91-95 5 p. (Final Program and Proceedings - IS and T/SID Color Imaging Conference; vol. 2018-November).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

image enhancement
Image enhancement
Color
saturation
color
2 Citations (Scopus)

Spatiotemporal Attention Based Deep Neural Networks for Emotion Recognition

Lee, J., Kim, S., Kiim, S. & Sohn, K., 2018 Sep 10, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1513-1517 5 p. 8461920. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Pixels
Neural networks
Deep neural networks
13 Citations (Scopus)

Unified multi-spectral pedestrian detection based on probabilistic fusion networks

Park, K., Kim, S. & Sohn, K., 2018 Aug 1, In : Pattern Recognition. 80, p. 143-155 13 p.

Research output: Contribution to journalArticle

Fusion reactions
Neural networks
Sensors
Network architecture
Visibility
1 Citation (Scopus)

Unsupervised stereo matching using correspondence consistency

Joung, S., Kim, S., Ham, B. & Sohn, K., 2018 Feb 20, 2017 IEEE International Conference on Image Processing, ICIP 2017 - Proceedings. IEEE Computer Society, p. 2518-2522 5 p. (Proceedings - International Conference on Image Processing, ICIP; vol. 2017-September).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural networks
Costs
Supervised learning
Network architecture
2017

Correlation between projector calibration error and depth expression range for autostereoscopic optical display system using laser beam scanning projector

Kim, Y. H., Kang, M. K., Yoon, K. H., Sohn, K. H. & Kim, S. K., 2017 Jan 1, Three-Dimensional Imaging, Visualization, and Display 2017. SPIE, Vol. 10219. 102190Q

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Autostereoscopic
projectors
display devices
Projector
Laser Beam
10 Citations (Scopus)

DASC: Robust Dense Descriptor for Multi-Modal and Multi-Spectral Correspondence Estimation

Kim, S., Min, D., Ham, B., Do, M. N. & Sohn, K., 2017 Sep 1, In : IEEE transactions on pattern analysis and machine intelligence. 39, 9, p. 1712-1729 18 p., 7585122.

Research output: Contribution to journalArticle

Descriptors
Correspondence
Geometry
Invariant
Redundancy
14 Citations (Scopus)

DCTM: Discrete-Continuous Transformation Matching for Semantic Flow

Kim, S., Min, D., Lin, S. & Sohn, K., 2017 Dec 22, Proceedings - 2017 IEEE International Conference on Computer Vision, ICCV 2017. Institute of Electrical and Electronics Engineers Inc., p. 4539-4548 10 p. 8237747. (Proceedings of the IEEE International Conference on Computer Vision; vol. 2017-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Semantics
Labels
12 Citations (Scopus)

Deeply aggregated alternating minimization for image restoration

Kim, Y., Jung, H., Min, D. & Sohn, K., 2017 Nov 6, Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017. Institute of Electrical and Electronics Engineers Inc., p. 284-292 9 p. (Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017; vol. 2017-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Image reconstruction
Restoration
Image denoising
Computer vision
Image processing
5 Citations (Scopus)

Fast Domain Decomposition for Global Image Smoothing

Kim, Y., Min, D., Ham, B. & Sohn, K., 2017 Aug 1, In : IEEE Transactions on Image Processing. 26, 8, p. 4079-4091 13 p., 7937834.

Research output: Contribution to journalArticle

Decomposition
Constrained optimization
Photography
Linear systems
Image processing
29 Citations (Scopus)

FCSS: Fully convolutional self-similarity for dense semantic correspondence

Kim, S., Min, D., Ham, B., Jeon, S., Lin, S. & Sohn, K., 2017 Nov 6, Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017. Institute of Electrical and Electronics Engineers Inc., p. 616-625 10 p. (Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017; vol. 2017-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Semantics
Supervised learning
Sampling
Experiments
Deep neural networks
9 Citations (Scopus)

Feature Augmentation for Learning Confidence Measure in Stereo Matching

Kim, S., Min, D., Kim, S. & Sohn, K., 2017 Dec, In : IEEE Transactions on Image Processing. 26, 12, p. 6019-6033 15 p., 8030080.

Research output: Contribution to journalArticle

Pixels
Adaptive filtering
Refining
Agglomeration
Modulation

Homography flow for dense correspondences

Park, K., Kim, S. & Sohn, K., 2017 Jan 17, 2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2016. Institute of Electrical and Electronics Engineers Inc., 7820890

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Flow fields
Interpolation
2 Citations (Scopus)

LAT: Local area transform for cross modal correspondence matching

Ryu, S., Kim, S. & Sohn, K., 2017 Mar 1, In : Pattern Recognition. 63, p. 218-228 11 p.

Research output: Contribution to journalArticle

Pixels
Template matching
Computer vision
Image processing
Radiation

Lazy dragging: Effortless bounding-box drawing for touch-screen devices

Kim, K., Kim, S. & Sohn, K., 2017 May, In : IEEE Transactions on Consumer Electronics. 63, 2, p. 93-100 8 p., 8013247.

Research output: Contribution to journalArticle

Touch screens
User interfaces
Experiments
1 Citation (Scopus)

Lazy Dragging: Effortless bounding-box drawing for touch-screen devices

Kim, K., Kim, S. & Sohn, K., 2017 Mar 29, 2017 IEEE International Conference on Consumer Electronics, ICCE 2017. Sanchez, D. D., Lee, J-H. & Pescador, F. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 260-261 2 p. 7889309

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Touch screens
boxes
Experiments
filters
3 Citations (Scopus)

Modality-invariant image classification based on modality uniqueness and dictionary learning

Kim, S., Cai, R., Park, K., Kim, S. & Sohn, K., 2017 Feb 1, In : IEEE Transactions on Image Processing. 26, 2, p. 844-899 56 p., 7765067.

Research output: Contribution to journalArticle

Image classification
Glossaries
Semantics
Labels
Classifiers
2 Citations (Scopus)

Personness estimation for real-time human detection on mobile devices

Kim, K., Oh, C. & Sohn, K., 2017 Apr 15, In : Expert Systems with Applications. 72, p. 130-138 9 p.

Research output: Contribution to journalArticle

Mobile devices
Color
Costs
Experiments
1 Citation (Scopus)

Point-cut: Interactive image segmentation using point supervision

Oh, C., Ham, B. & Sohn, K., 2017 Jan 1, Computer Vision - ACCV 2016 - 13th Asian Conference on Computer Vision, Revised Selected Papers. Sato, Y., Nishino, K., Lepetit, V. & Lai, S-H. (eds.). Springer Verlag, p. 229-244 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10111 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Photography
Image segmentation
Image Segmentation
Image processing
Personnel
12 Citations (Scopus)

Robust interactive image segmentation using structure-aware labeling

Oh, C., Ham, B. & Sohn, K., 2017 Aug 15, In : Expert Systems with Applications. 79, p. 90-100 11 p.

Research output: Contribution to journalArticle

Image segmentation
Labeling
Labels
Color
Mobile devices
2016

ANCC flow: Adaptive normalized cross-correlation with evolving guidance aggregation for dense correspondence estimation

Kim, S., Min, D. & Sohn, K., 2016 Aug 3, 2016 IEEE International Conference on Image Processing, ICIP 2016 - Proceedings. IEEE Computer Society, p. 3454-3458 5 p. 7533001. (Proceedings - International Conference on Image Processing, ICIP; vol. 2016-August).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
Flow fields
Agglomeration
Cost functions
Sampling
1 Citation (Scopus)

A study on the effects of RGB-D database scale and quality on depth analogy performance

Kim, S., Kim, Y. & Sohn, K., 2016 Jan 1, Three-Dimensional Imaging, Visualization, and Display 2016. Javidi, B. & Son, J-Y. (eds.). SPIE, 986707. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 9867).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Analogy
Depth Map
Depth Estimation
Color Image
Color
5 Citations (Scopus)

Deep self-correlation descriptor for dense cross-modal correspondence

Kim, S., Min, D., Lin, S. & Sohn, K., 2016 Jan 1, Computer Vision - 14th European Conference, ECCV 2016, Proceedings. Leibe, B., Matas, J., Welling, M. & Sebe, N. (eds.). Springer Verlag, p. 679-695 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9912 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Descriptors
Correspondence
Imaging techniques
Pooling
Self-similarity

Dense correspondence using multilevel segmentation and affine transformation

Choi, S., Park, K., Kim, S. & Sohn, K., 2016 Jan 1, In : IS and T International Symposium on Electronic Imaging Science and Technology.

Research output: Contribution to journalConference article

Labels
Photography
Computer vision
photography
computer vision